Fine-grained Visual Classification on FGVC-Aircraft (test)
95.5Top-1 AccMMAL
Evaluation Results
| Method | Links | |
|---|---|---|
| MMALintegrated_with_SAC=true2022.05 | 95.5 | |
| SR-GNNBackbone=Xception, Attentional Refinement=true2022.09 | 95.4 | |
| Relational ProxyBackbone=ResNet-50, Local views (k)=7, Averaged over runs=52022.10 | 95.25 | |
| CAPBackbone=ResNet-502022.09 | 94.9 | |
| CAP2022.10 | 94.9 | |
| MMALintegrated_with_SAC=false2022.05 | 94.7 | |
| MMAL2022.10 | 94.7 | |
| TBMSL-Netapproach=multi-scale and multi-patch2020.05 | 94.5 | |
| GHORDintegrated_with_SAC=false2022.05 | 94.3 | |
| GaRDBackbone=ResNet-502022.09 | 94.3 | |
| Baseline + CALBackbone=ResNet-1012021.08 | 94.2 | |
| CALBackbone=ResNet1012022.05 | 94.2 | |
| CALintegrated_with_SAC=false2022.05 | 94.2 | |
| AttNet + AffNetsetting=2, passes=single-pass2020.05 | 94.1 | |
| APCNBackbone=ResNet-502022.09 | 94.1 | |
| DenseNet161+MM+FRLBackbone=DenseNet-1612020.11 | 94 | |
| API-Net2020.05 | 93.9 | |
| AttNet + AffNetsetting=1, passes=single-pass2020.05 | 93.9 | |
| API-Net2020.11 | 93.9 | |
| API-NetBackbone=DenseNet-1612021.08 | 93.9 | |
| API-NetBackbone=DenseNet1612022.05 | 93.9 | |
| WS_DANintegrated_with_SAC=true2022.05 | 93.9 | |
| APINBackbone=DenseNet-1612022.09 | 93.9 | |
| CMNBackbone=ResNet-502020.12 | 93.8 | |
| DF-GMM2020.11 | 93.8 | |
| DF-GMMintegrated_with_SAC=false2022.05 | 93.8 | |
| CSCBackbone=ResNet-502022.09 | 93.8 | |
| Ours_PMGInput Resolution=448x448, Backbone=PMG2020.11 | 93.6 | |
| BaselineBackbone=ResNet-1012021.08 | 93.6 | |
| PMGBackbone=ResNet-502022.09 | 93.6 | |
| SCAPBackbone=ResNet-502022.09 | 93.6 | |
| ELOPE2020.05 | 93.5 | |
| ACEBackbone=DenseNet-161, Param. (M)=282019.10 | 93.5 | |
| ELOPE2020.11 | 93.5 | |
| SR-GNNBackbone=Xception, Attentional Refinement=false2022.09 | 93.5 | |
| Attribute Mix (S3N)Backbone=ResNet-502020.04 | 93.4 | |
| DFL2020.11 | 93.4 | |
| PMGInput Resolution=448x4482020.11 | 93.4 | |
| PMGBackbone=ResNet502022.05 | 93.4 | |
| DenseNet161+MMBackbone=DenseNet-1612020.11 | 93.3 | |
| Baseline + DCALBackbone=R50-ViT-Base2022.05 | 93.3 | |
| CAMFBackbone=Swin Transformer, Vision Transformer=true2022.09 | 93.3 | |
| ACEBackbone=ResNet-50, Param. (M)=242019.10 | 93.2 | |
| GCL2020.11 | 93.2 | |
| WSintegrated_with_SAC=true2022.05 | 93.2 | |
| GCLBackbone=ResNet-502022.09 | 93.2 | |
| ViTintegrated_with_SAC=true2022.05 | 93.1 | |
| WS-DAN2019.01 | 93 | |
| DCL2020.03 | 93 | |
| DCL2020.05 | 93 | |
| DCLBackbone=ResNet-502020.12 | 93 | |
| DCLBackbone=ResNet-50, Param. (M)=~242019.10 | 93 | |
| DCL2020.11 | 93 | |
| API-NetInput Resolution=448x4482020.11 | 93 | |
| WS-DAN2021.08 | 93 | |
| DCL2021.08 | 93 | |
| DCLBackbone=ResNet502022.05 | 93 | |
| DCLintegrated_with_SAC=false2022.05 | 93 | |
| WS_DANintegrated_with_SAC=false2022.05 | 93 | |
| DCLBackbone=ResNet-502022.09 | 93 | |
| GPipe2020.05 | 92.9 | |
| Attribute Mix (MGE-CNN)Backbone=ResNet-502020.04 | 92.9 | |
| PCBackbone=DenseNet-161, Param. (M)=28, re-implemented=true2019.10 | 92.9 | |
| MCintegrated_with_SAC=false2022.05 | 92.9 | |
| S3NBackbone=ResNet-502020.04 | 92.8 | |
| S3NParam. (M)=101, re-implemented=true2019.10 | 92.8 | |
| PMGParam. (M)=45, re-implemented=true2019.10 | 92.8 | |
| S3N2020.11 | 92.8 | |
| CIN2020.11 | 92.8 | |
| OursInput Resolution=448x4482020.11 | 92.8 | |
| S3NBackbone=ResNet502022.05 | 92.8 | |
| CINBackbone=ResNet502022.05 | 92.8 | |
| LIO/ResNet-50Backbone=ResNet-50, Multi-stage=true2020.03 | 92.7 | |
| AutoAugm2020.05 | 92.7 | |
| LIOBackbone=ResNet-502020.12 | 92.7 | |
| LIOBackbone=ResNet502022.05 | 92.7 | |
| SPSBackbone=ResNet502022.05 | 92.7 | |
| Cross-XBackbone=ResNet-502020.12 | 92.6 | |
| MC-LossInput Resolution=448x4482020.11 | 92.6 | |
| Baseline + DCALBackbone=DeiT-Base2022.05 | 92.6 | |
| RA-CNN2020.11 | 92.5 | |
| LIO/ResNet-50Backbone=ResNet-50, Feature Map Size=7x72020.03 | 92.4 | |
| LIO/ResNet-50Backbone=ResNet-50, Feature Map Size=28x282020.03 | 92.4 | |
| ACNetBackbone=ResNet-502020.12 | 92.4 | |
| ACNet2020.11 | 92.4 | |
| BaselineBackbone=R50-ViT-Base2022.05 | 92.4 | |
| ACNetintegrated_with_SAC=false2022.05 | 92.4 | |
| LIO/ResNet-50Backbone=ResNet-50, Feature Map Size=14x142020.03 | 92.3 | |
| WSintegrated_with_SAC=false2022.05 | 92.3 | |
| MPN-COV + SEBBackbone=DenseNet-1692022.05 | 92.3 | |
| DBBackbone=ResNet-50, Param. (M)=~242019.10 | 92.1 | |
| ResNet-50integrated_with_SAC=true2022.05 | 92.1 | |
| ViTintegrated_with_SAC=false2022.05 | 92.1 | |
| DFL-CNN2019.01 | 92 | |
| Attribute MixBackbone=ResNet-502020.04 | 92 | |
| DTintegrated_with_SAC=true2022.05 | 91.9 | |
| MA-CNN2020.11 | 91.8 | |
| DFL-CNN2020.03 | 91.7 | |
| DFL-CNNBackbone=ResNet-502020.12 | 91.7 | |
| DFL-CNNBackbone=ResNet-50, Param. (M)=~242019.10 | 91.7 |